Last Enrollment Date : 30th September'21

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  • Advanced Data Science with R
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    INR 12,500

    No Cost EMI of Rs. 1040 per month learn more

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    Program Summary

    • 4 credits
    • Duration 3 Months
    • 5 Hours of projects/Assignments
    • 50 Hours of online sessions

    Advanced Data Science with R

    This Short-Term Program – designed by veterans in the Analytics industry; helps you master the ‘R’ tool, which is predominantly used in Data Science. This uniquely blended Program is brought to by Praxis, a Top-ranked Analytics B-School in India.

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    Modules

    Big Data 101

    Big Data Characteristics

    • Volume
    • Variety
    • Velocity
    • Veracity
    • Valence
    • Value

    Big Data and Business

    Case Studies

    Data Relationships and Data Model

    • One-to-one relationship
    • One-to-many relationship
    • Many-to-many relationship
    • Flat model
    • Hierarchical model
    • Network model
    • Relational model
    • Star schema model
    • Data vault model

    Data Grouping

    Clustering Algorithms

    • partitioning
    • hierarchical
    • grid based
    • density based
    • model based

    Getting ready for Clustering Algorithms

    • Clustering Algorithms – UPGMA, single Link Clustering

    KPIs, Businesses & Data Elements

    Mapping for business outcomes

    • Define the pain point
    • Define the goal
    • Identify the actors
    • Identify the impacts
    • Identify the deliverables
    • Creating your impact map

    Basic Query

    Advanced Query – Embedding

    R Programming

    R Programming

    Introduction to R – I

    Introduction to R – II

    Common Data Structures in R

    Conditional Operation and Loops

    Looping in R using Apply Family Functions

    Creating User Defined Functions in R

    Graphics with R

    Advanced Graphics with R

    Statistics 101

    Introduction to Statistics

    Introduction to Statistics – II

    Measures of Central Tendency, Spread and Shape – I

    Measures of Central Tendency, Spread and Shape – II

    Measures of Central Tendency, Spread and Shape – III

    Machine Learning with R

    Introduction to R, R Studio and Basic R Operations

    Import, Export and Data Manipulation with R

    Concept of data structure in R

    Concept of Index in R

    Creating Boolean index in R based on conditions

    Hands on exercise

    Understanding Loops in R

    Building User functions in R

    Basic R Graphics

    Understanding data clustering concepts and techniques

    Running clustering in R with Silhouette distance measure for cluster validity

    Understanding data classification concepts and techniques using decision trees

    Model building concepts and techniques

    Concepts of Association Rule Mining

    Building association rules and interpretation

    About Praxis

    Praxis Business School, Kolkata, is a premier B-School whose courses are rated among India’s top two in Big Data and Analytics domain. It is one of the most trusted and influential management education institutions in India. Praxis Business School is motivated by the desire to generate business professionals who can partake in and add to the economic development of the country.

    MBA International Business Online

    Mentors

    Testimonials

    Course Highlights

    Key Features of the Program

    Outcome of the Program

    This course will help you learn and master the R language specifically for Advanced Data Science, wherein it is widely used to build methods, processes, and systems to extract knowledge or insights from data in various forms. You can become an Advanced Data Science Expert once you have mastered R – one of the most popular tools for data science.

    Big Data for MBA Professionals

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